{"id":"W4282920894","doi":"10.1016/j.ccm.2022.02.001","title":"Sleep Deficiency","year":2022,"lang":"en","type":"review","venue":"Clinics in Chest Medicine","topic":"Sleep and related disorders","field":"Psychology","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Vancouver Coastal Health Research Institute","keywords":"Medicine; Sleep (system call); Alertness; Epidemiology; Mood; Mood disorders; Psychiatry; Sleep disorder; Cognition; Anxiety; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002092479,0.0008708835,0.001185448,0.001567056,0.0002552297,0.0006179818,0.0004401099,0.0006775121,0.008966528],"category_scores_gemma":[0.0005868963,0.0001830176,0.0005787875,0.001204314,0.0002934475,0.0004493626,0.0006100961,0.001088441,0.001845551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003177856,"about_ca_system_score_gemma":0.0008491725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002643488,"about_ca_topic_score_gemma":0.005934166,"domain_scores_codex":[0.9999005,0.00001635799,0.00001993311,0.00002510858,0.00002336942,0.0000148112],"domain_scores_gemma":[0.9998606,0.00006760557,0.00002386169,0.000005666761,0.00002564479,0.00001662447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001907745,0.00008832067,0.000821584,0.01858883,0.0002712859,0.0004116159,0.00003357771,0.00009038557,0.0008143923,0.0008142393,0.02923006,0.9486449],"study_design_scores_gemma":[0.0004502688,0.0004173633,0.0153763,0.03238074,0.002238901,0.0114242,0.0002095882,0.0002298807,0.0007652752,0.002555929,0.9338979,0.00005366111],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002303236,0.9979306,0.00008187798,0.0001758753,0.0002079338,0.000008918834,0.00004839059,0.000008476368,0.001307564],"genre_scores_gemma":[0.003522067,0.9936168,0.0002566471,0.000687423,0.0002890705,0.00001926114,0.0001363815,0.000002903326,0.001469419],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008966528,"threshold_uncertainty_score":0.02999604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1460807510811896,"score_gpt":0.4574845605329012,"score_spread":0.3114038094517115,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}